arXiv cs.AI / cs.LG / cs.CL·4d agoStatistical Rates for Entropic Optimal Transport in the Discrete to SubGaussian Regime#optimal-transport#entropic-ot#sinkhornAI research
arXiv cs.AI / cs.LG / cs.CL·12d agoBridging Control, Inference, Transport, and Thermodynamics: From Theory to Applications in Learning#control-theory#generative-modeling#optimal-transportAI research
arXiv cs.AI / cs.LG / cs.CL·12d agoLearning Multimodal One-step Flow Policy via Value-weighted Optimal Transport#flow-matching#multimodal#offline-rlAI research1
arXiv cs.AI / cs.LG / cs.CL·15d agoCMA-OT: Hierarchical Expert Supervision for Dance-to-Music Generation#curriculum-learning#generative-models#multimodalAI research
arXiv cs.AI / cs.LG / cs.CL·16d agoGeneral Quantification of Covariate and Concept Shifts#concept-shift#distribution-shift#generalization-boundsAI research1
arXiv cs.AI / cs.LG / cs.CL·16d agoModel-Aware Schedules Improve Generation via Fiberwise Optimal Transport#diffusion-models#flow-matching#generative-modelsAI research
arXiv cs.AI / cs.LG / cs.CL·18d agoCurriculum Learning as Transport: Understanding Curricula with Wasserstein Geodesics#curriculum-learning#data-ordering#deep-learning-theoryAI research1